{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T04:20:02Z","timestamp":1743135602886,"version":"3.40.3"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319460789"},{"type":"electronic","value":"9783319460796"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-46079-6_19","type":"book-chapter","created":{"date-parts":[[2016,10,5]],"date-time":"2016-10-05T12:01:40Z","timestamp":1475668900000},"page":"268-285","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Performance Analysis of Spark\/GraphX on POWER8 Cluster"],"prefix":"10.1007","author":[{"given":"Xinyu","family":"Que","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lars","family":"Schneidenbach","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fabio","family":"Checconi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carlos H. \u00c3.","family":"Costa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniele","family":"Buono","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,10,6]]},"reference":[{"key":"19_CR1","unstructured":"Hadoop MapReduce. \n                      https:\/\/hadoop.apache.org\/"},{"key":"19_CR2","unstructured":"OpenPOWER. \n                      http:\/\/openpowerfoundation.org\/"},{"key":"19_CR3","unstructured":"Big Data and Analytics on IBM Power Systems (2015). \n                      https:\/\/www.ibm.com\/developerworks\/community\/blogs\/f0f3cd83-63c2-4744-9021-9ff31e7004a9\/entry\/Apache_Spark_Runs_2X_Faster_on_IBM_s_POWER8?lang=en"},{"key":"19_CR4","unstructured":"POWER8 - the first OpenPOWER processor (2015). \n                      http:\/\/openpowerfoundation.org\/blogs\/power8-the-first-openpower-processor\/"},{"key":"19_CR5","unstructured":"Spark configuration (2016). \n                      http:\/\/spark.apache.org\/docs\/latest\/configuration.html"},{"key":"19_CR6","unstructured":"Spark programming guid (2016). \n                      http:\/\/spark.apache.org\/docs\/latest\/programming-guide.html"},{"key":"19_CR7","doi-asserted-by":"crossref","unstructured":"Abu-Doleh, A., Catalyurek, U.V.: Spaler: Spark And GraphX based de novo genome assembler. In: 2015 IEEE International Conference on Big Data (Big Data), pp. 1013\u20131018. IEEE (2015)","DOI":"10.1109\/BigData.2015.7363853"},{"key":"19_CR8","doi-asserted-by":"crossref","unstructured":"Brock, B., Liu, F., Rajamani, K.: Stac-a2™ benchmark on POWER8. In: Proceedings of the 8th Workshop on High Performance Computational Finance, WHPCF 2015, p. 1:1\u20131:8. ACM, New York (2015)","DOI":"10.1145\/2830556.2830557"},{"key":"19_CR9","doi-asserted-by":"crossref","unstructured":"Buono, D., Petrini, F., Checconi, F., Liu, X., Que, X., Long, C., Tuan, T.C.: Optimizing sparse matrix-vector multiplication for large-scale data analytics. In: Proceedings of the 30th ACM on International Conference on Supercomputing, ICS 2016. ACM (2016, to appear)","DOI":"10.1145\/2925426.2926278"},{"key":"19_CR10","doi-asserted-by":"crossref","unstructured":"Chakrabarti, D., Zhan, Y., Faloutsos, C.: R-MAT: a recursive model for graph mining. In: Proceedings of the 4th ACM on International Conference on Data Mining (SDM 2004), Lake Buena Vista, pp. 442\u2013446, April 2004","DOI":"10.1137\/1.9781611972740.43"},{"key":"19_CR11","doi-asserted-by":"crossref","unstructured":"Ewart, T., Yates, S., Cremonesi, F., Kumbhar, P., Sch\u00fcrmann, F., Delalondre, F.: Performance evaluation of the IBM POWER8 architecture to support computational neuroscientific application using morphologically detailed neurons. In: Proceedings of the 6th International Workshop on Performance Modeling, Benchmarking, and Simulation of High Performance Computing Systems, PMBS 2015, p. 1:1\u20131:11. ACM, New York (2015)","DOI":"10.1145\/2832087.2832088"},{"key":"19_CR12","unstructured":"Gonzalez, J.E., Low, Y., Gu, H., Bickson, D., Guestrin, C.: PowerGraph: distributed graph-parallel computation on natural graphs. In: Proceedings of the 10th USENIX Conference on Operating Systems Design and Implementation, OSDI 2012, pp. 17\u201330. USENIX Association, Berkeley (2012)"},{"key":"19_CR13","unstructured":"Gonzalez, J.E., Xin, R.S., Dave, A., Crankshaw, D., Franklin, M.J., Stoica, I.: GraphX: graph processing in a distributed dataflow framework. In: Proceedings of the 11th USENIX Conference on Operating Systems Design and Implementation, OSDI 2014, pp. 599\u2013613. USENIX Association, Berkeley (2014)"},{"key":"19_CR14","unstructured":"Heintz, B., Chandra, A.: Enabling scalable social group analytics via hypergraph analysis systems. In: 7th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 2015). USENIX Association, Santa Clara, July 2015"},{"key":"19_CR15","doi-asserted-by":"crossref","unstructured":"Kang, U., Tsourakakis, C.E., Faloutsos, C.: Pegasus: a peta-scale graph mining system implementation and observations. In: Proceedings of the 2009 Ninth IEEE International Conference on Data Mining, ICDM 2009, pp. 229\u2013238. IEEE Computer Society, Washington, DC (2009)","DOI":"10.1109\/ICDM.2009.14"},{"key":"19_CR16","doi-asserted-by":"crossref","unstructured":"Kwak, H., Lee, C., Park, H., Moon, S.: What is Twitter, a social network or a news media? In: WWW, pp. 591\u2013600. ACM, New York (2010)","DOI":"10.1145\/1772690.1772751"},{"key":"19_CR17","unstructured":"Langewisch, R.: A performance study of an implementation of the push-relabel maximum flow algorithm in Apache Spark\u2019s GraphX (2015)"},{"key":"19_CR18","first-page":"985","volume":"11","author":"J Leskovec","year":"2010","unstructured":"Leskovec, J., Chakrabarti, D., Kleinberg, J., Faloutsos, C., Ghahramani, Z.: Kronecker graphs: an approach to modeling networks. J. Mach. Learn. Res. 11, 985\u20131042 (2010)","journal-title":"J. Mach. Learn. Res."},{"key":"19_CR19","doi-asserted-by":"crossref","unstructured":"Li, M., Tan, J., Wang, Y., Zhang, L., Salapura, V.: SparkBench: a comprehensive benchmarking suite for in memory data analytic platform spark. In: Proceedings of the 12th ACM International Conference on Computing Frontiers, CF 2015, pp. 53:1\u201353:8. ACM, New York (2015)","DOI":"10.1145\/2742854.2747283"},{"key":"19_CR20","doi-asserted-by":"crossref","unstructured":"Lim, S., Lee, S., Ganesh, G., Brown, T.C., Sukumar, S.R.: Graph processing platforms at scale: practices and experiences. In: 2015 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2015, 29\u201331 March 2015, Philadelphia, PA, USA, pp. 42\u201351 (2015)","DOI":"10.1109\/ISPASS.2015.7095783"},{"key":"19_CR21","doi-asserted-by":"crossref","unstructured":"Liu, X., Buono, D., Checconi, F., Choi, J.W., Que, X., Petrini, F., Gunnels, J., Stuecheli, J.: An early performance study of large-scale POWER8 SMP systems. In: Proceedings of the 2016 IEEE International Parallel and Distributed Processing Symposium. IPDPS 2015, IEEE Computer Society, Washington, DC (2016)","DOI":"10.1109\/IPDPS.2016.14"},{"key":"19_CR22","doi-asserted-by":"crossref","unstructured":"Malewicz, G., Austern, M.H., Bik, A.J., Dehnert, J.C., Horn, I., Leiser, N., Czajkowski, G.: Pregel: a system for large-scale graph processing. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data, SIGMOD 2010, pp. 135\u2013146. ACM, New York (2010)","DOI":"10.1145\/1807167.1807184"},{"key":"19_CR23","doi-asserted-by":"crossref","unstructured":"Mushtaq, H., Al-Ars, Z.: Cluster-based Apache Spark implementation of the GATK DNA analysis pipeline. In: IEEE International Conference on Bioinformatics and Biomedicine, pp. 1471\u20131477. IEEE Computer Society (2015)","DOI":"10.1109\/BIBM.2015.7359893"},{"key":"19_CR24","unstructured":"Page, L., Brin, S., Motwani, R., Winograd, T.: The PageRank citation ranking: bringing order to the web. Technical report 1999\u201366, Stanford InfoLab, previous number=SIDL-WP-1999-0120, November 1999"},{"key":"19_CR25","doi-asserted-by":"crossref","unstructured":"Que, X., Checconi, F., Petrini, F., Liu, X., Buono, D.: Exploring network optimizations for large-scale graph analytics. In: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2015, pp. 26:1\u201326:10. ACM, New York (2015)","DOI":"10.1145\/2807591.2807661"},{"key":"19_CR26","doi-asserted-by":"crossref","unstructured":"Roy, A., Mihailovic, I., Zwaenepoel, W.: X-stream: Edge-centric graph processing using streaming partitions. In: Proceedings of the Twenty-Fourth ACM Symposium on Operating Systems Principles, SOSP 2013, pp. 472\u2013488. ACM, New York (2013)","DOI":"10.1145\/2517349.2522740"},{"key":"19_CR27","doi-asserted-by":"crossref","unstructured":"Salihoglu, S., Widom, J.: GPS: a graph processing system. In: Proceedings of the 25th International Conference on Scientific and Statistical Database Management, SSDBM 2013, pp. 22:1\u201322:12. ACM, New York (2013)","DOI":"10.1145\/2484838.2484843"},{"key":"19_CR28","doi-asserted-by":"crossref","unstructured":"Seshadhri, C., Pinar, A., Kolda, T.G.: An in-depth study of stochastic Kronecker graphs. In: International Conference on Data Mining, pp. 587\u2013596. IEEE Computer Society, Los Alamitos (2011)","DOI":"10.1109\/ICDM.2011.23"},{"issue":"8","key":"19_CR29","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1145\/2517327.2442530","volume":"48","author":"J Shun","year":"2013","unstructured":"Shun, J., Blelloch, G.E.: Ligra: a lightweight graph processing framework for shared memory. SIGPLAN Not. 48(8), 135\u2013146 (2013)","journal-title":"SIGPLAN Not."},{"issue":"1","key":"19_CR30","doi-asserted-by":"publisher","first-page":"2:1","DOI":"10.1147\/JRD.2014.2376112","volume":"59","author":"B Sinharoy","year":"2015","unstructured":"Sinharoy, B., Norstrand, J.A.V., Eickemeyer, R.J., Le, H.Q., Leenstra, J., Nguyen, D.Q., Konigsburg, B., Ward, K., Brown, M.D., Moreira, J.E., Levitan, D., Tung, S., Hrusecky, D., Bishop, J.W., Gschwind, M., Boersma, M., Kroener, M., Kaltenbach, M., Karkhanis, T., Fernsler, K.M.: IBM POWER8 processor core microarchitecture. IBM J. Res. Dev. 59(1), 2:1\u20132:21 (2015)","journal-title":"IBM J. Res. Dev."},{"key":"19_CR31","doi-asserted-by":"crossref","unstructured":"Sud, A., Andersen, E., Curtis, S., Lin, M.C., Manocha, D.: Real-time path planning for virtual agents in dynamic environments. In: IEEE Virtual Reality, Charlotte, NC, March 2007","DOI":"10.1109\/VR.2007.352468"},{"key":"19_CR32","doi-asserted-by":"crossref","unstructured":"Wu, M., Yang, F., Xue, J., Xiao, W., Miao, Y., Wei, L., Lin, H., Dai, Y., Zhou, L.: GraM: scaling graph computation to the trillions. In: Proceedings of the Sixth ACM Symposium on Cloud Computing, SoCC 2015, pp. 408\u2013421. ACM, New York (2015)","DOI":"10.1145\/2806777.2806849"},{"key":"19_CR33","doi-asserted-by":"crossref","unstructured":"Xin, R.S., Gonzalez, J.E., Franklin, M.J., Stoica, I.: GraphX: a resilient distributed graph system on spark. In: First International Workshop on Graph Data Management Experiences and Systems, GRADES 2013, pp. 2:1\u20132:6. ACM, New York (2013)","DOI":"10.1145\/2484425.2484427"},{"key":"19_CR34","doi-asserted-by":"crossref","unstructured":"Yang, J., Leskovec, J.: Defining and evaluating network communities based on ground-truth (2012). CoRR","DOI":"10.1145\/2350190.2350193"},{"key":"19_CR35","unstructured":"Zaharia, M., Chowdhury, M., Franklin, M.J., Shenker, S., Stoica, I.: Spark: cluster computing with working sets. In: Proceedings of the 2nd USENIX Conference on Hot Topics in Cloud Computing, HotCloud 2010, p. 10. USENIX Association, Berkeley (2010)"},{"key":"19_CR36","unstructured":"Zhang, L., Kim, Y.J., Manocha, D.: A simple path non-existence algorithm using C-obstacle query. In: Proceedings of the International Workshop on the Algorithmic Foundations of Robotics (WAFR 2006), New York City, July 2006"}],"container-title":["Lecture Notes in Computer Science","High Performance Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46079-6_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T01:13:02Z","timestamp":1558314782000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-46079-6_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319460789","9783319460796"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46079-6_19","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"6 October 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISC High Performance","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on High Performance Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Frankfurt","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 June 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 June 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"supercomputing2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}